projects.
Work
Computer Use Field Notes
Eval runs to improve computer-use UX — OSWorld experiments on smaller screenshots, running task notes, and batched GUI actions, with every trace public.
The Math of LLM Inference
How to save millions by self-hosting LLMs — the math of inference and the real dollars, grounded in production traffic.
LLM Visualization
A GPT drawn at full resolution — all 85,728 parameters, every activation, and a guided walkthrough from tokens to output probabilities. Runs the model live in your browser.
Open-sourcing evals for open-weight agents
The Hill Climber's Checklist for evaluating open-weight agents, with scores, tradeoffs, and public traces.
Public Speaking
Talks and conference videos on AI agents, evals, and machine learning
Recursive Self Improvement for Coding Agents
How one prompt turned a 17-hour autonomous hill climb into an 88.8% state-of-the-art Terminal-Bench 2.1 score.
A Practical Guide to Hill Climbing
Iterative improvement for AI coding agents
Ruby TensorFlow
Porting TensorFlow to Ruby with the tensorflow.rb gem — the Ruby API, how Google Protobuf drives the graph internals, and Inception-v3 image recognition in Ruby.
Agentic AI writings
Art
Cline's Analog Art
On loneliness, soulfulness, and making beautiful things with your hands while building the future
arOS
my whole website, reimagined as a tiny desktop operating system. drag the windows around.
If we could just
An interactive boil-text experience. It opens with the "you didn't know that" confessions, then asks if we could just — pick a path (be lovers, be friends, stop talking) and watch it unravel phrase by phrase behind accreting frames, ending in a screen that keeps splitting into "love you".
Mathematics of Love
The Reading Map
An interactive galaxy of 10,000+ reading highlights, placed by meaning (sentence embeddings → UMAP) and clustered into themes like love, money, fear, and writing. Hover a point to read the quote and where it's from; zoom, pan, and isolate a theme. Fast, self-contained, and mobile-friendly — with a banner back to the full quotes list and flashcards.
Stories from my night sky
a small constellation of the people who shaped me — hover any star, read their story.
